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What's really happening when an AI agent has access to more context than it can use well?
The common story is that better AI work requires preserving everything — but the reality is that current human judgment needs to remain in charge.
In this video, I share the inside scoop on progressive context shaping: how to separate stable instructions, current state, retrieval maps, and history so an agent can keep moving without stale decisions steering the work.
For operators and builders managing long-running agent work, the goal is not perfect memory. It is a system that lets evidence update the plan before outdated judgment compounds.
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